Code
LASER Institute Badges
LASER Badges
Orientation
This badge is earned for completing the LASER orientation learning
lab covering the concepts of open science and reproducible research for
application to learning analytics using R, R Studio, and GitHub
Desktop.
Foundational Skills
1. Data Sources in Learning Analytics
This badge is earned for completing the first Foundations learning
lab on the types of data typically used to perform learning analytics in
education.
2. The Learning Analytics Workflow
This badge is earned for completing the second Foundations learning
lab on the Learning Analytics workflow.
3. Data Visualization
This badge is earned for completing the third Foundations learning
lab on the basic principles of data visualization as it relates to data
graphics, including data visualization perception and color.
4. Data Products
This badge is earned for completing the fourth Foundations learning
lab on the essentials of crafting a data product for different
stakeholders.
Text Mining
1. Text Mining Basics
2. Dictionary Methods
3. Topic Modeling
4. Text Classification
Social Network Analysis
1. Introduction to Social Network Analysis
2. Network Measurement
3. Group & Egos
4. Models & Inference
Machine Learning
1. Prediction
2. Feature Engineering
3. Model Tuning
4. Unsupervised Methods
Scholar Accountability
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Social Network Analysis
1. Introduction to Social Network Analysis
2. Network Measurement
3. Group & Egos
4. Models & Inference